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Ting Ye; Ted Westling; Lindsay Page; Luke Keele – Grantee Submission, 2024
The clustered observational study (COS) design is the observational study counterpart to the clustered randomized trial. In a COS, a treatment is assigned to intact groups, and all units within the group are exposed to the treatment. However, the treatment is non-randomly assigned. COSs are common in both education and health services research. In…
Descriptors: Nonparametric Statistics, Identification, Causal Models, Multivariate Analysis
Nedim Özdemir; Sedat Gümüs; Ali Çagatay Kilinç; Mehmet Sükrü Bellibas – Educational Management Administration & Leadership, 2024
This systematic review sought to expand our knowledge of the increasing research studies focusing on the empirical link between school leadership and student achievement. Using five different data sources (Scopus, WoS, ERIC, Google Scholar, and Retrospective Reference Harvesting Procedure), we created a data set of 144 journal articles.…
Descriptors: Instructional Leadership, Academic Achievement, Models, Mediation Theory
Bradley M. Coleman; J. C. Bunch; T. Grady Roberts – Journal of Agricultural Education, 2024
While all learning and knowledge can be attributed to experiences, not all experiences are educative. Experiential learning is a highly utilized theory and pedagogical practice in agricultural education and has been since its inception as a discipline. The purpose of this research is to examine the theory of experiential learning as it applies to…
Descriptors: Agricultural Education, Experiential Learning, Educational Theories, Models
Geoffrey Lewis – Educational Review, 2025
This paper reports on the results of a critical literature review that focusses on the classroom deployment of teaching assistants (TAs) in England between 2010 and 2020, a period marked by an upward trend in the number of these adults in school workforces internationally. The study utilises the theory of practice architectures (Kemmis, Wilkinson,…
Descriptors: Teaching Assistants, Foreign Countries, Educational Trends, Educational Practices
Caihong Feng; Jingyu Liu; Jianhua Wang; Yunhong Ding; Weidong Ji – Education and Information Technologies, 2025
Student academic performance prediction is a significant area of study in the realm of education that has drawn the interest and investigation of numerous scholars. The current approaches for student academic performance prediction mainly rely on the educational information provided by educational system, ignoring the information on students'…
Descriptors: Academic Achievement, Prediction, Models, Student Behavior
Amine Boulahmel; Fahima Djelil; Gregory Smits – Technology, Knowledge and Learning, 2025
Self-regulated learning (SRL) theory comprises cognitive, metacognitive, and affective aspects that enable learners to autonomously manage their learning processes. This article presents a systematic literature review on the measurement of SRL in digital platforms, that compiles the 53 most relevant empirical studies published between 2015 and…
Descriptors: Independent Study, Educational Research, Classification, Educational Indicators
Kylie Anglin – Society for Research on Educational Effectiveness, 2022
Background: For decades, education researchers have relied on the work of Campbell, Cook, and Shadish to help guide their thinking about valid impact estimates in the social sciences (Campbell & Stanley, 1963; Shadish et al., 2002). The foundation of this work is the "validity typology" and its associated "threats to…
Descriptors: Artificial Intelligence, Educational Technology, Technology Uses in Education, Validity
Jianping Shen; Huang Wu – Educational Administration Quarterly, 2025
Principal leadership has been widely regarded as a powerful catalyst for school improvement and student learning. This article presents a multivariate meta-analysis of 42 empirical studies, published between 2000 and 2020, that examined the effects of principal leadership on student achievement in the United States. The focus is on the conceptual…
Descriptors: Principals, Leadership Styles, Academic Achievement, Correlation
David Martínez-Prieto; Sandra I. Musanti; Xiaodi Zhou – International Journal of Multicultural Education, 2025
In this article, we develop the "4-trans" framework by reflecting on the way current multilingual teacher preparation scholarship has addressed "trans"languaging, "trans"nationalism, "trans"culturality, and "trans"disciplinarity either in compartmentalized or integrative manners. While current…
Descriptors: Multilingualism, Preservice Teacher Education, Educational Research, Code Switching (Language)
Kubsch, Marcus; Krist, Christina; Rosenberg, Joshua M. – Journal of Research in Science Teaching, 2023
Machine learning (ML) has become commonplace in educational research and science education research, especially to support assessment efforts. Such applications of machine learning have shown their promise in replicating and scaling human-driven codes of students' work. Despite this promise, we and other scholars argue that machine learning has…
Descriptors: Science Education, Educational Research, Artificial Intelligence, Models
Tessa Johnson; Tracy Sweet – Society for Research on Educational Effectiveness, 2021
Background/Context: Social network methodology is particularly relevant to the types of social structures found in education research. The current study develops a finite mixture approach for clustering ensembles of networks (NetMix). Following a structural equation modeling framework, NetMix simultaneously estimates a measurement model comprised…
Descriptors: Social Networks, Network Analysis, Research Methodology, Educational Research
Ishfaq Majid; Y. Vijaya Lakshmi – Online Submission, 2024
The models of E-learning Readiness (ELR) are basically designed to understand the process of obtaining the basic information necessary for measuring ELR among participants. They help organizations to identify the requirements for designing, developing and implementing E-learning. These models not only help the organizations to identify the degree…
Descriptors: Electronic Learning, Models, Readiness, Content Analysis
Rashelle J. Musci; Joseph Kush; Elise T. Pas; Catherine P. Bradshaw – Grantee Submission, 2024
Given the increased focus of educational research on what works for whom and under what circumstances over the last decade, educational researchers are increasingly turning toward mixture models to identify heterogeneous subgroups among students. Such data are inherently nested, as students are nested within classrooms and schools. Yet there has…
Descriptors: Hierarchical Linear Modeling, Data Analysis, Nonparametric Statistics, Educational Research
Sarit Barzilai; Clark A. Chinn – Educational Psychology Review, 2024
The nurturing of learners' ways of knowing is vital for supporting their intellectual growth and their participation in democratic knowledge societies. This paper traces the development of two interrelated theoretical frameworks that describe the nature of learners' epistemic thinking and performance and how education can support epistemic growth:…
Descriptors: Thinking Skills, Epistemology, Individual Development, Models
Panadero, Ernesto – Educational Psychologist, 2023
As the articles in this special issue on "Psychological Perspectives on the Effects and Effectiveness of Assessment Feedback" have shown, feedback is a key factor in education. Although there exists a substantial body of research on the topic, it is imperative to continue advancing the field. My aim is to outline five steps to solidify…
Descriptors: Educational Change, Feedback (Response), Educational Research, Models